Overview
Dataset statistics
| Number of variables | 33 |
|---|---|
| Number of observations | 1053 |
| Missing cells | 23 |
| Missing cells (%) | 0.1% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 743.7 KiB |
| Average record size in memory | 723.2 B |
Variable types
| Text | 2 |
|---|---|
| Categorical | 10 |
| DateTime | 1 |
| Numeric | 19 |
| Boolean | 1 |
Dataset
| Description | JHB_Ezin_002 - Quality-corrected harmonized data |
|---|---|
| Creator | RP2 Clinical Data Quality Team |
| Author | Quality-Checked Data |
| URL | HEAT Research Projects |
Variable descriptions
| Age (at enrolment) | Patient age at study enrollment |
|---|---|
| CD4 cell count (cells/µL) | CD4+ T lymphocyte count (missing codes removed) |
| HIV viral load (copies/mL) | HIV RNA copies per mL (missing codes removed) |
| BMI (kg/m²) | Body Mass Index (extreme values removed) |
| Waist circumference (cm) | Waist circumference (corrected from mm to cm) |
| ALT (U/L) | Alanine aminotransferase (missing codes removed) |
| Platelet count (×10³/µL) | Platelet count (missing codes removed) |
| Hematocrit (%) | Hematocrit (zero values removed) |
| Lymphocyte count (×10⁹/L) | Lymphocyte absolute count (corrected labeling) |
| Neutrophil count (×10⁹/L) | Neutrophil absolute count (corrected labeling) |
| cd4_correction_applied | Quality flag: CD4 missing codes removed |
| final_comprehensive_fix_applied | Quality flag: Comprehensive corrections applied |
| waist_circ_unit_correction_applied | Quality flag: Waist circ unit corrected |
study_source has constant value "JHB_Ezin_002" | Constant |
latitude has constant value "-26.2041" | Constant |
longitude has constant value "28.0473" | Constant |
province has constant value "Gauteng" | Constant |
city has constant value "Johannesburg" | Constant |
jhb_subregion has constant value "Central_JHB" | Constant |
HIV_status has constant value "Positive" | Constant |
cd4_correction_applied has constant value "0.0" | Constant |
final_comprehensive_fix_applied has constant value "1.0" | Constant |
waist_circ_unit_correction_applied has constant value "False" | Constant |
BMI (kg/m²) is highly overall correlated with weight_kg | High correlation |
CD4 cell count (cells/µL) is highly overall correlated with HIV viral load (copies/mL) | High correlation |
HIV viral load (copies/mL) is highly overall correlated with CD4 cell count (cells/µL) | High correlation |
Hematocrit (%) is highly overall correlated with Sex and 1 other fields | High correlation |
Lymphocyte count (×10⁹/L) is highly overall correlated with White blood cell count (×10³/µL) | High correlation |
Monocyte count (×10⁹/L) is highly overall correlated with White blood cell count (×10³/µL) | High correlation |
Neutrophil count (×10⁹/L) is highly overall correlated with White blood cell count (×10³/µL) | High correlation |
Sex is highly overall correlated with Hematocrit (%) and 2 other fields | High correlation |
White blood cell count (×10³/µL) is highly overall correlated with Lymphocyte count (×10⁹/L) and 2 other fields | High correlation |
diastolic_bp_mmHg is highly overall correlated with systolic_bp_mmHg | High correlation |
height_m is highly overall correlated with Sex | High correlation |
hemoglobin_g_dL is highly overall correlated with Hematocrit (%) and 1 other fields | High correlation |
systolic_bp_mmHg is highly overall correlated with diastolic_bp_mmHg | High correlation |
weight_kg is highly overall correlated with BMI (kg/m²) | High correlation |
anonymous_patient_id has unique values | Unique |
Patient ID has unique values | Unique |
Eosinophil count (×10⁹/L) has 47 (4.5%) zeros | Zeros |
Basophil count (×10⁹/L) has 122 (11.6%) zeros | Zeros |
Reproduction
| Analysis started | 2025-11-24 21:49:24.653555 |
|---|---|
| Analysis finished | 2025-11-24 21:49:37.958531 |
| Duration | 13.3 seconds |
| Software version | ydata-profiling vv4.18.0 |
| Download configuration | config.json |
Variables
anonymous_patient_id
Text
Unique
| Distinct | 1053 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 76.1 KiB |
Length
| Max length | 17 |
|---|---|
| Median length | 17 |
| Mean length | 17 |
| Min length | 17 |
Unique
| Unique | 1053 ? |
|---|---|
| Unique (%) | 100.0% |
Sample
| 1st row | HEAT_39B060AAE05B |
|---|---|
| 2nd row | HEAT_777FE353096E |
| 3rd row | HEAT_870B72D986FC |
| 4th row | HEAT_322176AC6C5D |
| 5th row | HEAT_3CEA7B846173 |
| Value | Count | Frequency (%) |
| heat_39b060aae05b | 1 | 0.1% |
| heat_65da0b762190 | 1 | 0.1% |
| heat_870b72d986fc | 1 | 0.1% |
| heat_322176ac6c5d | 1 | 0.1% |
| heat_3cea7b846173 | 1 | 0.1% |
| heat_58ff2f784cb2 | 1 | 0.1% |
| heat_8933f8561dfe | 1 | 0.1% |
| heat_b98ea6b0a97c | 1 | 0.1% |
| heat_4f1746b9846f | 1 | 0.1% |
| heat_28f38f9e703f | 1 | 0.1% |
| Other values (1043) | 1043 |
Most occurring characters
| Value | Count | Frequency (%) |
| E | 1855 | 10.4% |
| A | 1834 | 10.2% |
| H | 1053 | 5.9% |
| T | 1053 | 5.9% |
| _ | 1053 | 5.9% |
| 6 | 829 | 4.6% |
| 8 | 821 | 4.6% |
| 3 | 815 | 4.6% |
| C | 808 | 4.5% |
| 4 | 808 | 4.5% |
| Other values (9) | 6972 |
Most occurring categories
| Value | Count | Frequency (%) |
| Uppercase Letter | 8965 | |
| Decimal Number | 7883 | |
| Connector Punctuation | 1053 | 5.9% |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 6 | 829 | |
| 8 | 821 | |
| 3 | 815 | |
| 4 | 808 | |
| 2 | 792 | |
| 5 | 787 | |
| 0 | 774 | |
| 9 | 762 | |
| 7 | 748 | |
| 1 | 747 |
Uppercase Letter
| Value | Count | Frequency (%) |
| E | 1855 | |
| A | 1834 | |
| H | 1053 | |
| T | 1053 | |
| C | 808 | |
| B | 807 | |
| F | 784 | |
| D | 771 |
Connector Punctuation
| Value | Count | Frequency (%) |
| _ | 1053 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 8965 | |
| Common | 8936 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| _ | 1053 | |
| 6 | 829 | |
| 8 | 821 | |
| 3 | 815 | |
| 4 | 808 | |
| 2 | 792 | |
| 5 | 787 | |
| 0 | 774 | |
| 9 | 762 | |
| 7 | 748 |
Latin
| Value | Count | Frequency (%) |
| E | 1855 | |
| A | 1834 | |
| H | 1053 | |
| T | 1053 | |
| C | 808 | |
| B | 807 | |
| F | 784 | |
| D | 771 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 17901 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| E | 1855 | 10.4% |
| A | 1834 | 10.2% |
| H | 1053 | 5.9% |
| T | 1053 | 5.9% |
| _ | 1053 | 5.9% |
| 6 | 829 | 4.6% |
| 8 | 821 | 4.6% |
| 3 | 815 | 4.6% |
| C | 808 | 4.5% |
| 4 | 808 | 4.5% |
| Other values (9) | 6972 |
Patient ID
Text
Unique
| Distinct | 1053 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 65.8 KiB |
Length
| Max length | 7 |
|---|---|
| Median length | 7 |
| Mean length | 7 |
| Min length | 7 |
Unique
| Unique | 1053 ? |
|---|---|
| Unique (%) | 100.0% |
Sample
| 1st row | 01-0001 |
|---|---|
| 2nd row | 01-0002 |
| 3rd row | 01-0003 |
| 4th row | 01-0004 |
| 5th row | 01-0005 |
| Value | Count | Frequency (%) |
| 01-0001 | 1 | 0.1% |
| 01-0066 | 1 | 0.1% |
| 01-0003 | 1 | 0.1% |
| 01-0004 | 1 | 0.1% |
| 01-0005 | 1 | 0.1% |
| 01-0006 | 1 | 0.1% |
| 01-0007 | 1 | 0.1% |
| 01-0008 | 1 | 0.1% |
| 01-0009 | 1 | 0.1% |
| 01-0010 | 1 | 0.1% |
| Other values (1043) | 1043 |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 2434 | |
| 1 | 1404 | |
| - | 1053 | |
| 3 | 330 | 4.5% |
| 2 | 320 | 4.3% |
| 7 | 306 | 4.2% |
| 6 | 305 | 4.1% |
| 9 | 305 | 4.1% |
| 5 | 305 | 4.1% |
| 4 | 305 | 4.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 6318 | |
| Dash Punctuation | 1053 | 14.3% |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 2434 | |
| 1 | 1404 | |
| 3 | 330 | 5.2% |
| 2 | 320 | 5.1% |
| 7 | 306 | 4.8% |
| 6 | 305 | 4.8% |
| 9 | 305 | 4.8% |
| 5 | 305 | 4.8% |
| 4 | 305 | 4.8% |
| 8 | 304 | 4.8% |
Dash Punctuation
| Value | Count | Frequency (%) |
| - | 1053 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 7371 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 2434 | |
| 1 | 1404 | |
| - | 1053 | |
| 3 | 330 | 4.5% |
| 2 | 320 | 4.3% |
| 7 | 306 | 4.2% |
| 6 | 305 | 4.1% |
| 9 | 305 | 4.1% |
| 5 | 305 | 4.1% |
| 4 | 305 | 4.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 7371 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 2434 | |
| 1 | 1404 | |
| - | 1053 | |
| 3 | 330 | 4.5% |
| 2 | 320 | 4.3% |
| 7 | 306 | 4.2% |
| 6 | 305 | 4.1% |
| 9 | 305 | 4.1% |
| 5 | 305 | 4.1% |
| 4 | 305 | 4.1% |
study_source
Categorical
Constant
| Distinct | 1 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 71.0 KiB |
| JHB_Ezin_002 |
|---|
Length
| Max length | 12 |
|---|---|
| Median length | 12 |
| Mean length | 12 |
| Min length | 12 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | JHB_Ezin_002 |
|---|---|
| 2nd row | JHB_Ezin_002 |
| 3rd row | JHB_Ezin_002 |
| 4th row | JHB_Ezin_002 |
| 5th row | JHB_Ezin_002 |
Common Values
| Value | Count | Frequency (%) |
| JHB_Ezin_002 | 1053 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| jhb_ezin_002 | 1053 |
Most occurring characters
| Value | Count | Frequency (%) |
| _ | 2106 | |
| 0 | 2106 | |
| J | 1053 | |
| H | 1053 | |
| B | 1053 | |
| E | 1053 | |
| z | 1053 | |
| i | 1053 | |
| n | 1053 | |
| 2 | 1053 |
Most occurring categories
| Value | Count | Frequency (%) |
| Uppercase Letter | 4212 | |
| Decimal Number | 3159 | |
| Lowercase Letter | 3159 | |
| Connector Punctuation | 2106 |
Most frequent character per category
Uppercase Letter
| Value | Count | Frequency (%) |
| J | 1053 | |
| H | 1053 | |
| B | 1053 | |
| E | 1053 |
Lowercase Letter
| Value | Count | Frequency (%) |
| z | 1053 | |
| i | 1053 | |
| n | 1053 |
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 2106 | |
| 2 | 1053 |
Connector Punctuation
| Value | Count | Frequency (%) |
| _ | 2106 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 7371 | |
| Common | 5265 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| J | 1053 | |
| H | 1053 | |
| B | 1053 | |
| E | 1053 | |
| z | 1053 | |
| i | 1053 | |
| n | 1053 |
Common
| Value | Count | Frequency (%) |
| _ | 2106 | |
| 0 | 2106 | |
| 2 | 1053 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 12636 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| _ | 2106 | |
| 0 | 2106 | |
| J | 1053 | |
| H | 1053 | |
| B | 1053 | |
| E | 1053 | |
| z | 1053 | |
| i | 1053 | |
| n | 1053 | |
| 2 | 1053 |
primary_date
Date
| Distinct | 268 |
|---|---|
| Distinct (%) | 25.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 16.5 KiB |
| Minimum | 2017-01-17 00:00:00 |
|---|---|
| Maximum | 2018-05-07 00:00:00 |
| Invalid dates | 0 |
| Invalid dates (%) | 0.0% |
Histogram with fixed size bins (bins=50)
Age (at enrolment)
Real number (ℝ)
Patient age at study enrollment
| Distinct | 45 |
|---|---|
| Distinct (%) | 4.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 32.460589 |
| Minimum | 13 |
|---|---|
| Maximum | 62 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 16.5 KiB |
Quantile statistics
| Minimum | 13 |
|---|---|
| 5-th percentile | 21 |
| Q1 | 27 |
| median | 32 |
| Q3 | 37 |
| 95-th percentile | 46 |
| Maximum | 62 |
| Range | 49 |
| Interquartile range (IQR) | 10 |
Descriptive statistics
| Standard deviation | 7.7363651 |
|---|---|
| Coefficient of variation (CV) | 0.23833101 |
| Kurtosis | 0.1552562 |
| Mean | 32.460589 |
| Median Absolute Deviation (MAD) | 5 |
| Skewness | 0.52185785 |
| Sum | 34181 |
| Variance | 59.851345 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=45)
| Value | Count | Frequency (%) |
| 31 | 66 | 6.3% |
| 33 | 56 | 5.3% |
| 29 | 55 | 5.2% |
| 30 | 53 | 5.0% |
| 32 | 50 | 4.7% |
| 26 | 49 | 4.7% |
| 35 | 48 | 4.6% |
| 34 | 48 | 4.6% |
| 24 | 47 | 4.5% |
| 28 | 47 | 4.5% |
| Other values (35) | 534 |
| Value | Count | Frequency (%) |
| 13 | 1 | 0.1% |
| 14 | 1 | 0.1% |
| 15 | 2 | 0.2% |
| 17 | 1 | 0.1% |
| 18 | 9 | 0.9% |
| 19 | 8 | 0.8% |
| 20 | 17 | |
| 21 | 19 | |
| 22 | 26 | |
| 23 | 31 |
| Value | Count | Frequency (%) |
| 62 | 1 | 0.1% |
| 59 | 1 | 0.1% |
| 57 | 2 | 0.2% |
| 55 | 2 | 0.2% |
| 54 | 4 | |
| 53 | 5 | |
| 52 | 3 | |
| 51 | 7 | |
| 50 | 4 | |
| 49 | 2 | 0.2% |
Sex
Categorical
High correlation
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 64.0 KiB |
| Female | |
|---|---|
| Male |
Length
| Max length | 6 |
|---|---|
| Median length | 6 |
| Mean length | 5.1908832 |
| Min length | 4 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Male |
|---|---|
| 2nd row | Male |
| 3rd row | Male |
| 4th row | Female |
| 5th row | Female |
Common Values
| Value | Count | Frequency (%) |
| Female | 627 | |
| Male | 426 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| female | 627 | |
| male | 426 |
Most occurring characters
| Value | Count | Frequency (%) |
| e | 1680 | |
| a | 1053 | |
| l | 1053 | |
| F | 627 | 11.5% |
| m | 627 | 11.5% |
| M | 426 | 7.8% |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 4413 | |
| Uppercase Letter | 1053 | 19.3% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| e | 1680 | |
| a | 1053 | |
| l | 1053 | |
| m | 627 | 14.2% |
Uppercase Letter
| Value | Count | Frequency (%) |
| F | 627 | |
| M | 426 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 5466 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| e | 1680 | |
| a | 1053 | |
| l | 1053 | |
| F | 627 | 11.5% |
| m | 627 | 11.5% |
| M | 426 | 7.8% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 5466 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| e | 1680 | |
| a | 1053 | |
| l | 1053 | |
| F | 627 | 11.5% |
| m | 627 | 11.5% |
| M | 426 | 7.8% |
latitude
Categorical
Constant
| Distinct | 1 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 66.8 KiB |
| -26.2041 |
|---|
Length
| Max length | 8 |
|---|---|
| Median length | 8 |
| Mean length | 8 |
| Min length | 8 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | -26.2041 |
|---|---|
| 2nd row | -26.2041 |
| 3rd row | -26.2041 |
| 4th row | -26.2041 |
| 5th row | -26.2041 |
Common Values
| Value | Count | Frequency (%) |
| -26.2041 | 1053 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 26.2041 | 1053 |
Most occurring characters
| Value | Count | Frequency (%) |
| 2 | 2106 | |
| - | 1053 | |
| 6 | 1053 | |
| . | 1053 | |
| 0 | 1053 | |
| 4 | 1053 | |
| 1 | 1053 |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 6318 | |
| Dash Punctuation | 1053 | 12.5% |
| Other Punctuation | 1053 | 12.5% |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 2 | 2106 | |
| 6 | 1053 | |
| 0 | 1053 | |
| 4 | 1053 | |
| 1 | 1053 |
Dash Punctuation
| Value | Count | Frequency (%) |
| - | 1053 |
Other Punctuation
| Value | Count | Frequency (%) |
| . | 1053 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 8424 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 2 | 2106 | |
| - | 1053 | |
| 6 | 1053 | |
| . | 1053 | |
| 0 | 1053 | |
| 4 | 1053 | |
| 1 | 1053 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 8424 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 2 | 2106 | |
| - | 1053 | |
| 6 | 1053 | |
| . | 1053 | |
| 0 | 1053 | |
| 4 | 1053 | |
| 1 | 1053 |
longitude
Categorical
Constant
| Distinct | 1 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 65.8 KiB |
| 28.0473 |
|---|
Length
| Max length | 7 |
|---|---|
| Median length | 7 |
| Mean length | 7 |
| Min length | 7 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 28.0473 |
|---|---|
| 2nd row | 28.0473 |
| 3rd row | 28.0473 |
| 4th row | 28.0473 |
| 5th row | 28.0473 |
Common Values
| Value | Count | Frequency (%) |
| 28.0473 | 1053 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 28.0473 | 1053 |
Most occurring characters
| Value | Count | Frequency (%) |
| 2 | 1053 | |
| 8 | 1053 | |
| . | 1053 | |
| 0 | 1053 | |
| 4 | 1053 | |
| 7 | 1053 | |
| 3 | 1053 |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 6318 | |
| Other Punctuation | 1053 | 14.3% |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 2 | 1053 | |
| 8 | 1053 | |
| 0 | 1053 | |
| 4 | 1053 | |
| 7 | 1053 | |
| 3 | 1053 |
Other Punctuation
| Value | Count | Frequency (%) |
| . | 1053 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 7371 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 2 | 1053 | |
| 8 | 1053 | |
| . | 1053 | |
| 0 | 1053 | |
| 4 | 1053 | |
| 7 | 1053 | |
| 3 | 1053 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 7371 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 2 | 1053 | |
| 8 | 1053 | |
| . | 1053 | |
| 0 | 1053 | |
| 4 | 1053 | |
| 7 | 1053 | |
| 3 | 1053 |
province
Categorical
Constant
| Distinct | 1 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 65.8 KiB |
| Gauteng |
|---|
Length
| Max length | 7 |
|---|---|
| Median length | 7 |
| Mean length | 7 |
| Min length | 7 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Gauteng |
|---|---|
| 2nd row | Gauteng |
| 3rd row | Gauteng |
| 4th row | Gauteng |
| 5th row | Gauteng |
Common Values
| Value | Count | Frequency (%) |
| Gauteng | 1053 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| gauteng | 1053 |
Most occurring characters
| Value | Count | Frequency (%) |
| G | 1053 | |
| a | 1053 | |
| u | 1053 | |
| t | 1053 | |
| e | 1053 | |
| n | 1053 | |
| g | 1053 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 6318 | |
| Uppercase Letter | 1053 | 14.3% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| a | 1053 | |
| u | 1053 | |
| t | 1053 | |
| e | 1053 | |
| n | 1053 | |
| g | 1053 |
Uppercase Letter
| Value | Count | Frequency (%) |
| G | 1053 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 7371 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| G | 1053 | |
| a | 1053 | |
| u | 1053 | |
| t | 1053 | |
| e | 1053 | |
| n | 1053 | |
| g | 1053 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 7371 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| G | 1053 | |
| a | 1053 | |
| u | 1053 | |
| t | 1053 | |
| e | 1053 | |
| n | 1053 | |
| g | 1053 |
city
Categorical
Constant
| Distinct | 1 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 71.0 KiB |
| Johannesburg |
|---|
Length
| Max length | 12 |
|---|---|
| Median length | 12 |
| Mean length | 12 |
| Min length | 12 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Johannesburg |
|---|---|
| 2nd row | Johannesburg |
| 3rd row | Johannesburg |
| 4th row | Johannesburg |
| 5th row | Johannesburg |
Common Values
| Value | Count | Frequency (%) |
| Johannesburg | 1053 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| johannesburg | 1053 |
Most occurring characters
| Value | Count | Frequency (%) |
| n | 2106 | |
| J | 1053 | |
| o | 1053 | |
| h | 1053 | |
| a | 1053 | |
| e | 1053 | |
| s | 1053 | |
| b | 1053 | |
| u | 1053 | |
| r | 1053 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 11583 | |
| Uppercase Letter | 1053 | 8.3% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| n | 2106 | |
| o | 1053 | |
| h | 1053 | |
| a | 1053 | |
| e | 1053 | |
| s | 1053 | |
| b | 1053 | |
| u | 1053 | |
| r | 1053 | |
| g | 1053 |
Uppercase Letter
| Value | Count | Frequency (%) |
| J | 1053 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 12636 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| n | 2106 | |
| J | 1053 | |
| o | 1053 | |
| h | 1053 | |
| a | 1053 | |
| e | 1053 | |
| s | 1053 | |
| b | 1053 | |
| u | 1053 | |
| r | 1053 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 12636 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| n | 2106 | |
| J | 1053 | |
| o | 1053 | |
| h | 1053 | |
| a | 1053 | |
| e | 1053 | |
| s | 1053 | |
| b | 1053 | |
| u | 1053 | |
| r | 1053 |
jhb_subregion
Categorical
Constant
| Distinct | 1 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 69.9 KiB |
| Central_JHB |
|---|
Length
| Max length | 11 |
|---|---|
| Median length | 11 |
| Mean length | 11 |
| Min length | 11 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Central_JHB |
|---|---|
| 2nd row | Central_JHB |
| 3rd row | Central_JHB |
| 4th row | Central_JHB |
| 5th row | Central_JHB |
Common Values
| Value | Count | Frequency (%) |
| Central_JHB | 1053 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| central_jhb | 1053 |
Most occurring characters
| Value | Count | Frequency (%) |
| C | 1053 | |
| e | 1053 | |
| n | 1053 | |
| t | 1053 | |
| r | 1053 | |
| a | 1053 | |
| l | 1053 | |
| _ | 1053 | |
| J | 1053 | |
| H | 1053 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 6318 | |
| Uppercase Letter | 4212 | |
| Connector Punctuation | 1053 | 9.1% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| e | 1053 | |
| n | 1053 | |
| t | 1053 | |
| r | 1053 | |
| a | 1053 | |
| l | 1053 |
Uppercase Letter
| Value | Count | Frequency (%) |
| C | 1053 | |
| J | 1053 | |
| H | 1053 | |
| B | 1053 |
Connector Punctuation
| Value | Count | Frequency (%) |
| _ | 1053 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 10530 | |
| Common | 1053 | 9.1% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| C | 1053 | |
| e | 1053 | |
| n | 1053 | |
| t | 1053 | |
| r | 1053 | |
| a | 1053 | |
| l | 1053 | |
| J | 1053 | |
| H | 1053 | |
| B | 1053 |
Common
| Value | Count | Frequency (%) |
| _ | 1053 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 11583 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| C | 1053 | |
| e | 1053 | |
| n | 1053 | |
| t | 1053 | |
| r | 1053 | |
| a | 1053 | |
| l | 1053 | |
| _ | 1053 | |
| J | 1053 | |
| H | 1053 |
CD4 cell count (cells/µL)
Real number (ℝ)
High correlation
CD4+ T lymphocyte count (missing codes removed)
| Distinct | 903 |
|---|---|
| Distinct (%) | 85.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 18.014084 |
| Minimum | 0.26 |
|---|---|
| Maximum | 54.13 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 16.5 KiB |
Quantile statistics
| Minimum | 0.26 |
|---|---|
| 5-th percentile | 3.792 |
| Q1 | 11.28 |
| median | 17.08 |
| Q3 | 23.62 |
| 95-th percentile | 34.336 |
| Maximum | 54.13 |
| Range | 53.87 |
| Interquartile range (IQR) | 12.34 |
Descriptive statistics
| Standard deviation | 9.1601515 |
|---|---|
| Coefficient of variation (CV) | 0.50849944 |
| Kurtosis | -0.0048244797 |
| Mean | 18.014084 |
| Median Absolute Deviation (MAD) | 6.21 |
| Skewness | 0.44891061 |
| Sum | 18968.83 |
| Variance | 83.908375 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 21.54 | 4 | 0.4% |
| 22.68 | 4 | 0.4% |
| 17.67 | 3 | 0.3% |
| 16.5 | 3 | 0.3% |
| 14.99 | 3 | 0.3% |
| 5.58 | 3 | 0.3% |
| 12.84 | 3 | 0.3% |
| 16.93 | 3 | 0.3% |
| 10.49 | 3 | 0.3% |
| 17.74 | 3 | 0.3% |
| Other values (893) | 1021 |
| Value | Count | Frequency (%) |
| 0.26 | 1 | |
| 0.34 | 1 | |
| 0.45 | 1 | |
| 0.53 | 1 | |
| 0.63 | 1 | |
| 0.65 | 1 | |
| 0.7 | 1 | |
| 0.77 | 1 | |
| 0.83 | 1 | |
| 0.91 | 1 |
| Value | Count | Frequency (%) |
| 54.13 | 1 | |
| 50.63 | 1 | |
| 48 | 1 | |
| 44.71 | 1 | |
| 44.65 | 1 | |
| 44.61 | 1 | |
| 43.65 | 1 | |
| 43.07 | 1 | |
| 42.38 | 1 | |
| 41.45 | 1 |
HIV viral load (copies/mL)
Real number (ℝ)
High correlation
HIV RNA copies per mL (missing codes removed)
| Distinct | 977 |
|---|---|
| Distinct (%) | 93.0% |
| Missing | 2 |
| Missing (%) | 0.2% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 88703.72 |
| Minimum | 0 |
|---|---|
| Maximum | 4117370 |
| Zeros | 1 |
| Zeros (%) | 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 16.5 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 971.5 |
| Q1 | 5839.5 |
| median | 24796 |
| Q3 | 79879 |
| 95-th percentile | 361649.5 |
| Maximum | 4117370 |
| Range | 4117370 |
| Interquartile range (IQR) | 74039.5 |
Descriptive statistics
| Standard deviation | 231648.72 |
|---|---|
| Coefficient of variation (CV) | 2.6114882 |
| Kurtosis | 117.98199 |
| Mean | 88703.72 |
| Median Absolute Deviation (MAD) | 21970 |
| Skewness | 8.9610023 |
| Sum | 93227610 |
| Variance | 5.3661128 × 1010 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 83980 | 3 | 0.3% |
| 3955 | 3 | 0.3% |
| 12049 | 3 | 0.3% |
| 641 | 2 | 0.2% |
| 889 | 2 | 0.2% |
| 376363 | 2 | 0.2% |
| 37525 | 2 | 0.2% |
| 3692 | 2 | 0.2% |
| 107147 | 2 | 0.2% |
| 765 | 2 | 0.2% |
| Other values (967) | 1028 |
| Value | Count | Frequency (%) |
| 0 | 1 | |
| 501 | 1 | |
| 505 | 1 | |
| 512 | 1 | |
| 527 | 1 | |
| 528 | 1 | |
| 535 | 1 | |
| 541 | 1 | |
| 553 | 1 | |
| 556 | 1 |
| Value | Count | Frequency (%) |
| 4117370 | 1 | |
| 2757298 | 1 | |
| 2324690 | 1 | |
| 1760459 | 1 | |
| 1551988 | 1 | |
| 1393213 | 1 | |
| 1203933 | 1 | |
| 1135011 | 1 | |
| 1110345 | 2 | |
| 1000591 | 1 |
HIV_status
Categorical
Constant
| Distinct | 1 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 66.8 KiB |
| Positive |
|---|
Length
| Max length | 8 |
|---|---|
| Median length | 8 |
| Mean length | 8 |
| Min length | 8 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Positive |
|---|---|
| 2nd row | Positive |
| 3rd row | Positive |
| 4th row | Positive |
| 5th row | Positive |
Common Values
| Value | Count | Frequency (%) |
| Positive | 1053 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| positive | 1053 |
Most occurring characters
| Value | Count | Frequency (%) |
| i | 2106 | |
| P | 1053 | |
| o | 1053 | |
| s | 1053 | |
| t | 1053 | |
| v | 1053 | |
| e | 1053 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 7371 | |
| Uppercase Letter | 1053 | 12.5% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| i | 2106 | |
| o | 1053 | |
| s | 1053 | |
| t | 1053 | |
| v | 1053 | |
| e | 1053 |
Uppercase Letter
| Value | Count | Frequency (%) |
| P | 1053 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 8424 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| i | 2106 | |
| P | 1053 | |
| o | 1053 | |
| s | 1053 | |
| t | 1053 | |
| v | 1053 | |
| e | 1053 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 8424 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| i | 2106 | |
| P | 1053 | |
| o | 1053 | |
| s | 1053 | |
| t | 1053 | |
| v | 1053 | |
| e | 1053 |
| Distinct | 39 |
|---|---|
| Distinct (%) | 3.7% |
| Missing | 1 |
| Missing (%) | 0.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 40.671958 |
| Minimum | 21 |
|---|---|
| Maximum | 54 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 16.5 KiB |
Quantile statistics
| Minimum | 21 |
|---|---|
| 5-th percentile | 31 |
| Q1 | 37 |
| median | 41 |
| Q3 | 44 |
| 95-th percentile | 49 |
| Maximum | 54 |
| Range | 33 |
| Interquartile range (IQR) | 7 |
Descriptive statistics
| Standard deviation | 5.326574 |
|---|---|
| Coefficient of variation (CV) | 0.13096429 |
| Kurtosis | 0.29229504 |
| Mean | 40.671958 |
| Median Absolute Deviation (MAD) | 3 |
| Skewness | -0.47071382 |
| Sum | 42786.9 |
| Variance | 28.372391 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=39)
| Value | Count | Frequency (%) |
| 42 | 89 | 8.5% |
| 41 | 88 | 8.4% |
| 43 | 81 | 7.7% |
| 40 | 80 | 7.6% |
| 45 | 71 | 6.7% |
| 39 | 67 | 6.4% |
| 37 | 65 | 6.2% |
| 44 | 64 | 6.1% |
| 38 | 56 | 5.3% |
| 36 | 50 | 4.7% |
| Other values (29) | 341 |
| Value | Count | Frequency (%) |
| 21 | 1 | 0.1% |
| 23 | 2 | 0.2% |
| 25 | 4 | 0.4% |
| 26 | 6 | 0.6% |
| 27 | 3 | 0.3% |
| 28 | 7 | |
| 29 | 14 | |
| 30 | 13 | |
| 31 | 17 | |
| 32 | 14 |
| Value | Count | Frequency (%) |
| 54 | 4 | 0.4% |
| 53 | 1 | 0.1% |
| 52 | 1 | 0.1% |
| 51 | 6 | 0.6% |
| 50 | 27 | |
| 49 | 20 | |
| 48 | 37 | |
| 47.8 | 1 | 0.1% |
| 47 | 42 | |
| 46 | 42 |
White blood cell count (×10³/µL)
Real number (ℝ)
High correlation
| Distinct | 496 |
|---|---|
| Distinct (%) | 47.1% |
| Missing | 1 |
| Missing (%) | 0.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 5.261635 |
| Minimum | 1.52 |
|---|---|
| Maximum | 24.68 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 16.5 KiB |
Quantile statistics
| Minimum | 1.52 |
|---|---|
| 5-th percentile | 2.9455 |
| Q1 | 4.0475 |
| median | 4.95 |
| Q3 | 6.1 |
| 95-th percentile | 8.6335 |
| Maximum | 24.68 |
| Range | 23.16 |
| Interquartile range (IQR) | 2.0525 |
Descriptive statistics
| Standard deviation | 1.9325762 |
|---|---|
| Coefficient of variation (CV) | 0.36729576 |
| Kurtosis | 13.505495 |
| Mean | 5.261635 |
| Median Absolute Deviation (MAD) | 1.03 |
| Skewness | 2.3037535 |
| Sum | 5535.24 |
| Variance | 3.7348508 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 3.47 | 8 | 0.8% |
| 4.05 | 8 | 0.8% |
| 5.7 | 7 | 0.7% |
| 4.95 | 7 | 0.7% |
| 4.47 | 7 | 0.7% |
| 4.75 | 7 | 0.7% |
| 5.59 | 6 | 0.6% |
| 5.1 | 6 | 0.6% |
| 4.08 | 6 | 0.6% |
| 4.07 | 6 | 0.6% |
| Other values (486) | 984 |
| Value | Count | Frequency (%) |
| 1.52 | 1 | |
| 1.71 | 1 | |
| 1.82 | 1 | |
| 1.85 | 1 | |
| 1.94 | 1 | |
| 2.14 | 1 | |
| 2.17 | 1 | |
| 2.19 | 1 | |
| 2.22 | 1 | |
| 2.23 | 1 |
| Value | Count | Frequency (%) |
| 24.68 | 1 | |
| 17.96 | 1 | |
| 15.78 | 1 | |
| 15.33 | 1 | |
| 14.8 | 1 | |
| 13.21 | 1 | |
| 13.03 | 1 | |
| 12.42 | 1 | |
| 12.07 | 1 | |
| 11.93 | 1 |
Platelet count (×10³/µL)
Real number (ℝ)
Platelet count (missing codes removed)
| Distinct | 306 |
|---|---|
| Distinct (%) | 29.1% |
| Missing | 1 |
| Missing (%) | 0.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 265.84791 |
| Minimum | 7 |
|---|---|
| Maximum | 884 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 16.5 KiB |
Quantile statistics
| Minimum | 7 |
|---|---|
| 5-th percentile | 160.55 |
| Q1 | 214 |
| median | 258 |
| Q3 | 303 |
| 95-th percentile | 409 |
| Maximum | 884 |
| Range | 877 |
| Interquartile range (IQR) | 89 |
Descriptive statistics
| Standard deviation | 82.110469 |
|---|---|
| Coefficient of variation (CV) | 0.30886257 |
| Kurtosis | 5.8713216 |
| Mean | 265.84791 |
| Median Absolute Deviation (MAD) | 44 |
| Skewness | 1.3912982 |
| Sum | 279672 |
| Variance | 6742.1291 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 261 | 13 | 1.2% |
| 216 | 11 | 1.0% |
| 240 | 10 | 0.9% |
| 287 | 10 | 0.9% |
| 212 | 9 | 0.9% |
| 266 | 9 | 0.9% |
| 222 | 9 | 0.9% |
| 244 | 9 | 0.9% |
| 219 | 9 | 0.9% |
| 281 | 9 | 0.9% |
| Other values (296) | 954 |
| Value | Count | Frequency (%) |
| 7 | 1 | |
| 17 | 1 | |
| 42 | 1 | |
| 63 | 1 | |
| 80 | 1 | |
| 82 | 1 | |
| 87 | 1 | |
| 90 | 1 | |
| 96 | 1 | |
| 98 | 2 |
| Value | Count | Frequency (%) |
| 884 | 1 | |
| 751 | 1 | |
| 676 | 1 | |
| 652 | 1 | |
| 619 | 1 | |
| 575 | 1 | |
| 552 | 1 | |
| 549 | 1 | |
| 544 | 1 | |
| 542 | 1 |
hemoglobin_g_dL
Real number (ℝ)
High correlation
| Distinct | 103 |
|---|---|
| Distinct (%) | 9.8% |
| Missing | 1 |
| Missing (%) | 0.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 13.298669 |
| Minimum | 6.1 |
|---|---|
| Maximum | 18 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 16.5 KiB |
Quantile statistics
| Minimum | 6.1 |
|---|---|
| 5-th percentile | 9.9 |
| Q1 | 12.3 |
| median | 13.4 |
| Q3 | 14.6 |
| 95-th percentile | 16.1 |
| Maximum | 18 |
| Range | 11.9 |
| Interquartile range (IQR) | 2.3 |
Descriptive statistics
| Standard deviation | 1.8591093 |
|---|---|
| Coefficient of variation (CV) | 0.13979664 |
| Kurtosis | 0.50078028 |
| Mean | 13.298669 |
| Median Absolute Deviation (MAD) | 1.2 |
| Skewness | -0.54074656 |
| Sum | 13990.2 |
| Variance | 3.4562875 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 13.4 | 32 | 3.0% |
| 12.5 | 30 | 2.8% |
| 13.9 | 28 | 2.7% |
| 13.8 | 27 | 2.6% |
| 13.3 | 25 | 2.4% |
| 13.5 | 24 | 2.3% |
| 13.2 | 24 | 2.3% |
| 13.6 | 24 | 2.3% |
| 14.4 | 24 | 2.3% |
| 14.7 | 23 | 2.2% |
| Other values (93) | 791 |
| Value | Count | Frequency (%) |
| 6.1 | 1 | 0.1% |
| 6.8 | 1 | 0.1% |
| 7.2 | 1 | 0.1% |
| 7.3 | 1 | 0.1% |
| 7.4 | 1 | 0.1% |
| 7.6 | 1 | 0.1% |
| 7.7 | 3 | |
| 7.9 | 1 | 0.1% |
| 8 | 3 | |
| 8.2 | 1 | 0.1% |
| Value | Count | Frequency (%) |
| 18 | 1 | |
| 17.8 | 1 | |
| 17.6 | 1 | |
| 17.5 | 1 | |
| 17.4 | 1 | |
| 17.3 | 2 | |
| 17.2 | 1 | |
| 17.1 | 1 | |
| 17 | 2 | |
| 16.9 | 2 |
Lymphocyte count (×10⁹/L)
Real number (ℝ)
High correlation
Lymphocyte absolute count (corrected labeling)
| Distinct | 295 |
|---|---|
| Distinct (%) | 28.0% |
| Missing | 1 |
| Missing (%) | 0.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.8269962 |
| Minimum | 0.21 |
|---|---|
| Maximum | 9.94 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 16.5 KiB |
Quantile statistics
| Minimum | 0.21 |
|---|---|
| 5-th percentile | 0.81 |
| Q1 | 1.3 |
| median | 1.73 |
| Q3 | 2.24 |
| 95-th percentile | 3.1645 |
| Maximum | 9.94 |
| Range | 9.73 |
| Interquartile range (IQR) | 0.94 |
Descriptive statistics
| Standard deviation | 0.77925427 |
|---|---|
| Coefficient of variation (CV) | 0.42652211 |
| Kurtosis | 12.036719 |
| Mean | 1.8269962 |
| Median Absolute Deviation (MAD) | 0.47 |
| Skewness | 1.8291566 |
| Sum | 1922 |
| Variance | 0.60723721 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 1.82 | 11 | 1.0% |
| 1.59 | 11 | 1.0% |
| 1.58 | 11 | 1.0% |
| 1.8 | 11 | 1.0% |
| 1.53 | 11 | 1.0% |
| 1.33 | 11 | 1.0% |
| 1.93 | 11 | 1.0% |
| 1.66 | 10 | 0.9% |
| 1.61 | 10 | 0.9% |
| 1.44 | 10 | 0.9% |
| Other values (285) | 945 |
| Value | Count | Frequency (%) |
| 0.21 | 1 | 0.1% |
| 0.22 | 1 | 0.1% |
| 0.25 | 1 | 0.1% |
| 0.27 | 1 | 0.1% |
| 0.33 | 1 | 0.1% |
| 0.37 | 2 | |
| 0.45 | 1 | 0.1% |
| 0.46 | 3 | |
| 0.47 | 1 | 0.1% |
| 0.49 | 1 | 0.1% |
| Value | Count | Frequency (%) |
| 9.94 | 1 | |
| 5.92 | 1 | |
| 5.32 | 1 | |
| 4.73 | 1 | |
| 4.68 | 1 | |
| 4.21 | 1 | |
| 4.2 | 1 | |
| 4.16 | 1 | |
| 4.14 | 1 | |
| 4.11 | 1 |
Neutrophil count (×10⁹/L)
Real number (ℝ)
High correlation
Neutrophil absolute count (corrected labeling)
| Distinct | 393 |
|---|---|
| Distinct (%) | 37.5% |
| Missing | 6 |
| Missing (%) | 0.6% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.7616619 |
| Minimum | 0.19 |
|---|---|
| Maximum | 9.31 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 16.5 KiB |
Quantile statistics
| Minimum | 0.19 |
|---|---|
| 5-th percentile | 1.25 |
| Q1 | 1.88 |
| median | 2.52 |
| Q3 | 3.35 |
| 95-th percentile | 5.311 |
| Maximum | 9.31 |
| Range | 9.12 |
| Interquartile range (IQR) | 1.47 |
Descriptive statistics
| Standard deviation | 1.2519029 |
|---|---|
| Coefficient of variation (CV) | 0.45331506 |
| Kurtosis | 2.9788724 |
| Mean | 2.7616619 |
| Median Absolute Deviation (MAD) | 0.68 |
| Skewness | 1.4142769 |
| Sum | 2891.46 |
| Variance | 1.5672609 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 2.66 | 8 | 0.8% |
| 1.85 | 8 | 0.8% |
| 3.72 | 8 | 0.8% |
| 2.64 | 8 | 0.8% |
| 2.36 | 8 | 0.8% |
| 2.71 | 7 | 0.7% |
| 2.49 | 7 | 0.7% |
| 2.2 | 7 | 0.7% |
| 2.15 | 7 | 0.7% |
| 1.93 | 7 | 0.7% |
| Other values (383) | 972 |
| Value | Count | Frequency (%) |
| 0.19 | 1 | |
| 0.65 | 2 | |
| 0.72 | 1 | |
| 0.81 | 1 | |
| 0.86 | 2 | |
| 0.9 | 1 | |
| 0.92 | 2 | |
| 0.96 | 2 | |
| 0.99 | 2 | |
| 1 | 1 |
| Value | Count | Frequency (%) |
| 9.31 | 1 | |
| 9.17 | 1 | |
| 8.52 | 1 | |
| 8.07 | 1 | |
| 7.96 | 1 | |
| 7.66 | 1 | |
| 7.43 | 1 | |
| 7.4 | 1 | |
| 7 | 1 | |
| 6.99 | 1 |
Monocyte count (×10⁹/L)
Real number (ℝ)
High correlation
| Distinct | 96 |
|---|---|
| Distinct (%) | 9.1% |
| Missing | 1 |
| Missing (%) | 0.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.4538308 |
| Minimum | 0.11 |
|---|---|
| Maximum | 2.12 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 16.5 KiB |
Quantile statistics
| Minimum | 0.11 |
|---|---|
| 5-th percentile | 0.22 |
| Q1 | 0.33 |
| median | 0.42 |
| Q3 | 0.54 |
| 95-th percentile | 0.79 |
| Maximum | 2.12 |
| Range | 2.01 |
| Interquartile range (IQR) | 0.21 |
Descriptive statistics
| Standard deviation | 0.19087226 |
|---|---|
| Coefficient of variation (CV) | 0.42058022 |
| Kurtosis | 10.270507 |
| Mean | 0.4538308 |
| Median Absolute Deviation (MAD) | 0.1 |
| Skewness | 2.0631299 |
| Sum | 477.43 |
| Variance | 0.036432219 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0.43 | 33 | 3.1% |
| 0.34 | 33 | 3.1% |
| 0.41 | 32 | 3.0% |
| 0.4 | 31 | 2.9% |
| 0.38 | 30 | 2.8% |
| 0.36 | 30 | 2.8% |
| 0.35 | 29 | 2.8% |
| 0.48 | 29 | 2.8% |
| 0.29 | 28 | 2.7% |
| 0.46 | 28 | 2.7% |
| Other values (86) | 749 |
| Value | Count | Frequency (%) |
| 0.11 | 4 | 0.4% |
| 0.12 | 2 | 0.2% |
| 0.14 | 3 | 0.3% |
| 0.15 | 4 | 0.4% |
| 0.16 | 3 | 0.3% |
| 0.17 | 1 | 0.1% |
| 0.18 | 6 | |
| 0.19 | 4 | 0.4% |
| 0.2 | 6 | |
| 0.21 | 12 |
| Value | Count | Frequency (%) |
| 2.12 | 1 | |
| 1.84 | 1 | |
| 1.54 | 1 | |
| 1.47 | 1 | |
| 1.42 | 1 | |
| 1.18 | 1 | |
| 1.17 | 1 | |
| 1.08 | 1 | |
| 1.07 | 2 | |
| 1.04 | 1 |
Eosinophil count (×10⁹/L)
Real number (ℝ)
Zeros
| Distinct | 88 |
|---|---|
| Distinct (%) | 8.4% |
| Missing | 1 |
| Missing (%) | 0.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.14214829 |
| Minimum | 0 |
|---|---|
| Maximum | 3.16 |
| Zeros | 47 |
| Zeros (%) | 4.5% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 16.5 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0.01 |
| Q1 | 0.03 |
| median | 0.075 |
| Q3 | 0.16 |
| 95-th percentile | 0.51 |
| Maximum | 3.16 |
| Range | 3.16 |
| Interquartile range (IQR) | 0.13 |
Descriptive statistics
| Standard deviation | 0.22564749 |
|---|---|
| Coefficient of variation (CV) | 1.5874091 |
| Kurtosis | 44.797394 |
| Mean | 0.14214829 |
| Median Absolute Deviation (MAD) | 0.055 |
| Skewness | 5.3004426 |
| Sum | 149.54 |
| Variance | 0.050916789 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0.01 | 87 | 8.3% |
| 0.02 | 85 | 8.1% |
| 0.03 | 70 | 6.6% |
| 0.07 | 62 | 5.9% |
| 0.04 | 59 | 5.6% |
| 0.06 | 59 | 5.6% |
| 0.05 | 57 | 5.4% |
| 0 | 47 | 4.5% |
| 0.08 | 44 | 4.2% |
| 0.12 | 40 | 3.8% |
| Other values (78) | 442 |
| Value | Count | Frequency (%) |
| 0 | 47 | |
| 0.01 | 87 | |
| 0.02 | 85 | |
| 0.03 | 70 | |
| 0.04 | 59 | |
| 0.05 | 57 | |
| 0.06 | 59 | |
| 0.07 | 62 | |
| 0.08 | 44 | |
| 0.09 | 37 |
| Value | Count | Frequency (%) |
| 3.16 | 1 | |
| 1.89 | 1 | |
| 1.75 | 2 | |
| 1.57 | 1 | |
| 1.51 | 1 | |
| 1.48 | 1 | |
| 1.35 | 1 | |
| 1.25 | 1 | |
| 1.23 | 2 | |
| 1.15 | 1 |
Basophil count (×10⁹/L)
Real number (ℝ)
Zeros
| Distinct | 15 |
|---|---|
| Distinct (%) | 1.4% |
| Missing | 1 |
| Missing (%) | 0.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.024030418 |
| Minimum | 0 |
|---|---|
| Maximum | 0.21 |
| Zeros | 122 |
| Zeros (%) | 11.6% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 16.5 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0.01 |
| median | 0.02 |
| Q3 | 0.03 |
| 95-th percentile | 0.05 |
| Maximum | 0.21 |
| Range | 0.21 |
| Interquartile range (IQR) | 0.02 |
Descriptive statistics
| Standard deviation | 0.019359659 |
|---|---|
| Coefficient of variation (CV) | 0.80563139 |
| Kurtosis | 13.357364 |
| Mean | 0.024030418 |
| Median Absolute Deviation (MAD) | 0.01 |
| Skewness | 2.4211104 |
| Sum | 25.28 |
| Variance | 0.00037479641 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=15)
| Value | Count | Frequency (%) |
| 0.02 | 293 | |
| 0.03 | 217 | |
| 0.01 | 217 | |
| 0 | 122 | |
| 0.04 | 100 | 9.5% |
| 0.05 | 51 | 4.8% |
| 0.06 | 19 | 1.8% |
| 0.07 | 12 | 1.1% |
| 0.09 | 6 | 0.6% |
| 0.08 | 5 | 0.5% |
| Other values (5) | 10 | 0.9% |
| Value | Count | Frequency (%) |
| 0 | 122 | |
| 0.01 | 217 | |
| 0.02 | 293 | |
| 0.03 | 217 | |
| 0.04 | 100 | 9.5% |
| 0.05 | 51 | 4.8% |
| 0.06 | 19 | 1.8% |
| 0.07 | 12 | 1.1% |
| 0.08 | 5 | 0.5% |
| 0.09 | 6 | 0.6% |
| Value | Count | Frequency (%) |
| 0.21 | 1 | 0.1% |
| 0.16 | 1 | 0.1% |
| 0.13 | 2 | 0.2% |
| 0.11 | 4 | 0.4% |
| 0.1 | 2 | 0.2% |
| 0.09 | 6 | 0.6% |
| 0.08 | 5 | 0.5% |
| 0.07 | 12 | 1.1% |
| 0.06 | 19 | 1.8% |
| 0.05 | 51 |
| Distinct | 1016 |
|---|---|
| Distinct (%) | 96.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 24.11742 |
| Minimum | 15.269471 |
|---|---|
| Maximum | 49.672814 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 16.5 KiB |
Quantile statistics
| Minimum | 15.269471 |
|---|---|
| 5-th percentile | 17.880777 |
| Q1 | 20.15625 |
| median | 23.084852 |
| Q3 | 26.794938 |
| 95-th percentile | 33.960395 |
| Maximum | 49.672814 |
| Range | 34.403343 |
| Interquartile range (IQR) | 6.638688 |
Descriptive statistics
| Standard deviation | 5.3163571 |
|---|---|
| Coefficient of variation (CV) | 0.2204364 |
| Kurtosis | 2.3289041 |
| Mean | 24.11742 |
| Median Absolute Deviation (MAD) | 3.2616416 |
| Skewness | 1.2722863 |
| Sum | 25395.643 |
| Variance | 28.263653 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 32.80592249 | 2 | 0.2% |
| 21.28777004 | 2 | 0.2% |
| 22.81746032 | 2 | 0.2% |
| 20.66115702 | 2 | 0.2% |
| 19.88725885 | 2 | 0.2% |
| 20.86111966 | 2 | 0.2% |
| 19.39591837 | 2 | 0.2% |
| 24.24154449 | 2 | 0.2% |
| 21.24100492 | 2 | 0.2% |
| 24.39446367 | 2 | 0.2% |
| Other values (1006) | 1033 |
| Value | Count | Frequency (%) |
| 15.26947108 | 1 | |
| 15.33897235 | 1 | |
| 15.37750029 | 1 | |
| 15.44516225 | 1 | |
| 15.48086437 | 1 | |
| 15.49586777 | 1 | |
| 15.5017301 | 1 | |
| 15.51514332 | 1 | |
| 15.56133997 | 1 | |
| 15.63764597 | 1 |
| Value | Count | Frequency (%) |
| 49.6728138 | 1 | |
| 47.49896496 | 1 | |
| 47.19926538 | 1 | |
| 47.07596254 | 1 | |
| 45.80094498 | 1 | |
| 45.2892562 | 1 | |
| 44.9019534 | 1 | |
| 44.70895631 | 1 | |
| 43.49060814 | 1 | |
| 40.73187553 | 1 |
weight_kg
Real number (ℝ)
High correlation
| Distinct | 449 |
|---|---|
| Distinct (%) | 42.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 68.773694 |
| Minimum | 41.3 |
|---|---|
| Maximum | 133.6 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 16.5 KiB |
Quantile statistics
| Minimum | 41.3 |
|---|---|
| 5-th percentile | 49.4 |
| Q1 | 58.7 |
| median | 66.4 |
| Q3 | 77 |
| 95-th percentile | 96.42 |
| Maximum | 133.6 |
| Range | 92.3 |
| Interquartile range (IQR) | 18.3 |
Descriptive statistics
| Standard deviation | 14.262708 |
|---|---|
| Coefficient of variation (CV) | 0.20738609 |
| Kurtosis | 1.5419145 |
| Mean | 68.773694 |
| Median Absolute Deviation (MAD) | 8.8 |
| Skewness | 1.0350275 |
| Sum | 72418.7 |
| Variance | 203.42483 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 67.4 | 10 | 0.9% |
| 59.4 | 10 | 0.9% |
| 71.1 | 8 | 0.8% |
| 68.1 | 8 | 0.8% |
| 66.8 | 7 | 0.7% |
| 66.1 | 7 | 0.7% |
| 64.4 | 7 | 0.7% |
| 57.4 | 6 | 0.6% |
| 61.5 | 6 | 0.6% |
| 48.5 | 6 | 0.6% |
| Other values (439) | 978 |
| Value | Count | Frequency (%) |
| 41.3 | 1 | |
| 42.8 | 1 | |
| 43 | 1 | |
| 43.2 | 1 | |
| 43.3 | 1 | |
| 43.8 | 1 | |
| 44 | 1 | |
| 44.4 | 1 | |
| 44.8 | 1 | |
| 45.4 | 1 |
| Value | Count | Frequency (%) |
| 133.6 | 1 | |
| 128.5 | 1 | |
| 126.2 | 1 | |
| 123.3 | 1 | |
| 123.2 | 1 | |
| 121 | 1 | |
| 120.2 | 1 | |
| 119.3 | 1 | |
| 117.4 | 1 | |
| 117.3 | 1 |
height_m
Real number (ℝ)
High correlation
| Distinct | 57 |
|---|---|
| Distinct (%) | 5.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.6932479 |
| Minimum | 1.32 |
|---|---|
| Maximum | 2.01 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 16.5 KiB |
Quantile statistics
| Minimum | 1.32 |
|---|---|
| 5-th percentile | 1.54 |
| Q1 | 1.62 |
| median | 1.69 |
| Q3 | 1.77 |
| 95-th percentile | 1.86 |
| Maximum | 2.01 |
| Range | 0.69 |
| Interquartile range (IQR) | 0.15 |
Descriptive statistics
| Standard deviation | 0.1001059 |
|---|---|
| Coefficient of variation (CV) | 0.059120639 |
| Kurtosis | -0.019764094 |
| Mean | 1.6932479 |
| Median Absolute Deviation (MAD) | 0.07 |
| Skewness | 0.14414148 |
| Sum | 1782.99 |
| Variance | 0.01002119 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 1.64 | 48 | 4.6% |
| 1.77 | 46 | 4.4% |
| 1.67 | 42 | 4.0% |
| 1.65 | 42 | 4.0% |
| 1.7 | 41 | 3.9% |
| 1.66 | 41 | 3.9% |
| 1.71 | 39 | 3.7% |
| 1.62 | 39 | 3.7% |
| 1.63 | 38 | 3.6% |
| 1.69 | 36 | 3.4% |
| Other values (47) | 641 |
| Value | Count | Frequency (%) |
| 1.32 | 1 | 0.1% |
| 1.35 | 1 | 0.1% |
| 1.36 | 1 | 0.1% |
| 1.44 | 2 | 0.2% |
| 1.45 | 2 | 0.2% |
| 1.46 | 1 | 0.1% |
| 1.48 | 2 | 0.2% |
| 1.5 | 6 | |
| 1.51 | 6 | |
| 1.52 | 9 |
| Value | Count | Frequency (%) |
| 2.01 | 2 | 0.2% |
| 1.99 | 1 | 0.1% |
| 1.97 | 1 | 0.1% |
| 1.96 | 2 | 0.2% |
| 1.95 | 1 | 0.1% |
| 1.94 | 1 | 0.1% |
| 1.93 | 5 | |
| 1.92 | 3 | |
| 1.91 | 3 | |
| 1.9 | 4 |
heart_rate_bpm
Real number (ℝ)
| Distinct | 71 |
|---|---|
| Distinct (%) | 6.7% |
| Missing | 1 |
| Missing (%) | 0.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 78.706274 |
| Minimum | 50 |
|---|---|
| Maximum | 135 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 16.5 KiB |
Quantile statistics
| Minimum | 50 |
|---|---|
| 5-th percentile | 58 |
| Q1 | 69 |
| median | 78 |
| Q3 | 88 |
| 95-th percentile | 102 |
| Maximum | 135 |
| Range | 85 |
| Interquartile range (IQR) | 19 |
Descriptive statistics
| Standard deviation | 13.512169 |
|---|---|
| Coefficient of variation (CV) | 0.17167843 |
| Kurtosis | 0.11364238 |
| Mean | 78.706274 |
| Median Absolute Deviation (MAD) | 10 |
| Skewness | 0.36895181 |
| Sum | 82799 |
| Variance | 182.57872 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 74 | 39 | 3.7% |
| 81 | 35 | 3.3% |
| 78 | 34 | 3.2% |
| 82 | 32 | 3.0% |
| 88 | 32 | 3.0% |
| 79 | 30 | 2.8% |
| 76 | 30 | 2.8% |
| 69 | 30 | 2.8% |
| 89 | 29 | 2.8% |
| 80 | 29 | 2.8% |
| Other values (61) | 732 |
| Value | Count | Frequency (%) |
| 50 | 3 | 0.3% |
| 51 | 2 | 0.2% |
| 52 | 6 | |
| 53 | 6 | |
| 54 | 10 | |
| 55 | 6 | |
| 56 | 10 | |
| 57 | 6 | |
| 58 | 13 | |
| 59 | 14 |
| Value | Count | Frequency (%) |
| 135 | 1 | |
| 130 | 1 | |
| 124 | 1 | |
| 122 | 1 | |
| 119 | 1 | |
| 117 | 1 | |
| 115 | 2 | |
| 114 | 1 | |
| 112 | 1 | |
| 111 | 2 |
systolic_bp_mmHg
Real number (ℝ)
High correlation
| Distinct | 89 |
|---|---|
| Distinct (%) | 8.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 122.9867 |
| Minimum | 87 |
|---|---|
| Maximum | 204 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 16.5 KiB |
Quantile statistics
| Minimum | 87 |
|---|---|
| 5-th percentile | 100 |
| Q1 | 112 |
| median | 122 |
| Q3 | 132 |
| 95-th percentile | 148 |
| Maximum | 204 |
| Range | 117 |
| Interquartile range (IQR) | 20 |
Descriptive statistics
| Standard deviation | 15.366555 |
|---|---|
| Coefficient of variation (CV) | 0.12494484 |
| Kurtosis | 2.2558664 |
| Mean | 122.9867 |
| Median Absolute Deviation (MAD) | 10 |
| Skewness | 0.8395301 |
| Sum | 129505 |
| Variance | 236.131 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 130 | 36 | 3.4% |
| 119 | 33 | 3.1% |
| 121 | 32 | 3.0% |
| 124 | 31 | 2.9% |
| 116 | 31 | 2.9% |
| 111 | 31 | 2.9% |
| 136 | 30 | 2.8% |
| 110 | 30 | 2.8% |
| 132 | 30 | 2.8% |
| 137 | 28 | 2.7% |
| Other values (79) | 741 |
| Value | Count | Frequency (%) |
| 87 | 1 | 0.1% |
| 89 | 1 | 0.1% |
| 90 | 1 | 0.1% |
| 91 | 3 | 0.3% |
| 92 | 2 | 0.2% |
| 93 | 1 | 0.1% |
| 94 | 4 | |
| 95 | 5 | |
| 96 | 9 | |
| 97 | 5 |
| Value | Count | Frequency (%) |
| 204 | 1 | |
| 197 | 2 | |
| 190 | 1 | |
| 185 | 1 | |
| 176 | 1 | |
| 174 | 1 | |
| 173 | 1 | |
| 172 | 2 | |
| 170 | 2 | |
| 169 | 2 |
diastolic_bp_mmHg
Real number (ℝ)
High correlation
| Distinct | 74 |
|---|---|
| Distinct (%) | 7.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 79.189934 |
| Minimum | 39 |
|---|---|
| Maximum | 132 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 16.5 KiB |
Quantile statistics
| Minimum | 39 |
|---|---|
| 5-th percentile | 61 |
| Q1 | 71 |
| median | 79 |
| Q3 | 85 |
| 95-th percentile | 100 |
| Maximum | 132 |
| Range | 93 |
| Interquartile range (IQR) | 14 |
Descriptive statistics
| Standard deviation | 11.915419 |
|---|---|
| Coefficient of variation (CV) | 0.15046633 |
| Kurtosis | 1.5170025 |
| Mean | 79.189934 |
| Median Absolute Deviation (MAD) | 7 |
| Skewness | 0.64779312 |
| Sum | 83387 |
| Variance | 141.9772 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 82 | 52 | 4.9% |
| 79 | 51 | 4.8% |
| 85 | 44 | 4.2% |
| 83 | 44 | 4.2% |
| 80 | 43 | 4.1% |
| 88 | 42 | 4.0% |
| 72 | 38 | 3.6% |
| 77 | 35 | 3.3% |
| 84 | 35 | 3.3% |
| 73 | 35 | 3.3% |
| Other values (64) | 634 |
| Value | Count | Frequency (%) |
| 39 | 1 | 0.1% |
| 50 | 2 | 0.2% |
| 51 | 2 | 0.2% |
| 52 | 3 | |
| 54 | 4 | |
| 55 | 4 | |
| 56 | 1 | 0.1% |
| 57 | 3 | |
| 58 | 5 | |
| 59 | 4 |
| Value | Count | Frequency (%) |
| 132 | 1 | 0.1% |
| 127 | 2 | |
| 123 | 1 | 0.1% |
| 121 | 1 | 0.1% |
| 120 | 1 | 0.1% |
| 118 | 1 | 0.1% |
| 117 | 3 | |
| 116 | 1 | 0.1% |
| 115 | 1 | 0.1% |
| 114 | 2 |
body_temperature_celsius
Real number (ℝ)
| Distinct | 27 |
|---|---|
| Distinct (%) | 2.6% |
| Missing | 6 |
| Missing (%) | 0.6% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 36.519962 |
| Minimum | 36 |
|---|---|
| Maximum | 39.9 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 16.5 KiB |
Quantile statistics
| Minimum | 36 |
|---|---|
| 5-th percentile | 36 |
| Q1 | 36.15 |
| median | 36.4 |
| Q3 | 36.8 |
| 95-th percentile | 37.3 |
| Maximum | 39.9 |
| Range | 3.9 |
| Interquartile range (IQR) | 0.65 |
Descriptive statistics
| Standard deviation | 0.45661989 |
|---|---|
| Coefficient of variation (CV) | 0.012503296 |
| Kurtosis | 6.5203939 |
| Mean | 36.519962 |
| Median Absolute Deviation (MAD) | 0.3 |
| Skewness | 1.6311046 |
| Sum | 38236.4 |
| Variance | 0.20850172 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=27)
| Value | Count | Frequency (%) |
| 36 | 150 | |
| 36.1 | 112 | |
| 36.2 | 100 | |
| 36.7 | 98 | |
| 36.4 | 87 | |
| 36.3 | 79 | |
| 36.5 | 73 | |
| 36.8 | 67 | |
| 36.6 | 64 | |
| 37 | 60 | 5.7% |
| Other values (17) | 157 |
| Value | Count | Frequency (%) |
| 36 | 150 | |
| 36.1 | 112 | |
| 36.2 | 100 | |
| 36.3 | 79 | |
| 36.4 | 87 | |
| 36.5 | 73 | |
| 36.6 | 64 | |
| 36.7 | 98 | |
| 36.8 | 67 | |
| 36.9 | 47 | 4.5% |
| Value | Count | Frequency (%) |
| 39.9 | 1 | 0.1% |
| 39.7 | 1 | 0.1% |
| 39.1 | 1 | 0.1% |
| 38.9 | 1 | 0.1% |
| 38.5 | 1 | 0.1% |
| 38.4 | 2 | 0.2% |
| 38.1 | 1 | 0.1% |
| 37.9 | 1 | 0.1% |
| 37.8 | 1 | 0.1% |
| 37.7 | 7 |
| Distinct | 1 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 61.7 KiB |
| 0.0 |
|---|
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0.0 |
|---|---|
| 2nd row | 0.0 |
| 3rd row | 0.0 |
| 4th row | 0.0 |
| 5th row | 0.0 |
Common Values
| Value | Count | Frequency (%) |
| 0.0 | 1053 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0.0 | 1053 |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 2106 | |
| . | 1053 |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 2106 | |
| Other Punctuation | 1053 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 2106 |
Other Punctuation
| Value | Count | Frequency (%) |
| . | 1053 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 3159 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 2106 | |
| . | 1053 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 3159 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 2106 | |
| . | 1053 |
| Distinct | 1 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 61.7 KiB |
| 1.0 |
|---|
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 1.0 |
|---|---|
| 2nd row | 1.0 |
| 3rd row | 1.0 |
| 4th row | 1.0 |
| 5th row | 1.0 |
Common Values
| Value | Count | Frequency (%) |
| 1.0 | 1053 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 1.0 | 1053 |
Most occurring characters
| Value | Count | Frequency (%) |
| 1 | 1053 | |
| . | 1053 | |
| 0 | 1053 |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 2106 | |
| Other Punctuation | 1053 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 1 | 1053 | |
| 0 | 1053 |
Other Punctuation
| Value | Count | Frequency (%) |
| . | 1053 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 3159 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 1 | 1053 | |
| . | 1053 | |
| 0 | 1053 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 3159 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 1 | 1053 | |
| . | 1053 | |
| 0 | 1053 |
| Distinct | 1 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 9.3 KiB |
| False |
|---|
| Value | Count | Frequency (%) |
| False | 1053 |
Interactions
Correlations
| Age (at enrolment) | BMI (kg/m²) | Basophil count (×10⁹/L) | CD4 cell count (cells/µL) | Eosinophil count (×10⁹/L) | HIV viral load (copies/mL) | Hematocrit (%) | Lymphocyte count (×10⁹/L) | Monocyte count (×10⁹/L) | Neutrophil count (×10⁹/L) | Platelet count (×10³/µL) | Sex | White blood cell count (×10³/µL) | body_temperature_celsius | diastolic_bp_mmHg | heart_rate_bpm | height_m | hemoglobin_g_dL | systolic_bp_mmHg | weight_kg | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Age (at enrolment) | 1.000 | 0.163 | 0.009 | -0.161 | 0.004 | 0.054 | -0.080 | -0.111 | -0.035 | -0.106 | -0.055 | 0.142 | -0.131 | 0.013 | 0.314 | 0.034 | 0.103 | -0.072 | 0.277 | 0.231 |
| BMI (kg/m²) | 0.163 | 1.000 | 0.012 | 0.087 | 0.004 | -0.141 | -0.121 | 0.126 | 0.063 | 0.055 | 0.095 | 0.363 | 0.088 | 0.045 | 0.200 | 0.120 | -0.360 | -0.111 | 0.132 | 0.800 |
| Basophil count (×10⁹/L) | 0.009 | 0.012 | 1.000 | 0.118 | 0.174 | -0.144 | 0.075 | 0.390 | 0.236 | 0.183 | 0.151 | 0.000 | 0.349 | 0.002 | -0.005 | -0.030 | -0.015 | 0.066 | 0.010 | 0.003 |
| CD4 cell count (cells/µL) | -0.161 | 0.087 | 0.118 | 1.000 | -0.019 | -0.507 | 0.174 | 0.182 | -0.054 | 0.164 | 0.065 | 0.072 | 0.179 | -0.100 | -0.005 | -0.206 | -0.081 | 0.170 | 0.006 | 0.051 |
| Eosinophil count (×10⁹/L) | 0.004 | 0.004 | 0.174 | -0.019 | 1.000 | 0.055 | 0.053 | 0.125 | 0.079 | -0.035 | 0.002 | 0.037 | 0.115 | -0.091 | -0.043 | -0.098 | 0.051 | 0.052 | -0.012 | 0.032 |
| HIV viral load (copies/mL) | 0.054 | -0.141 | -0.144 | -0.507 | 0.055 | 1.000 | -0.093 | -0.246 | 0.072 | -0.077 | -0.061 | 0.052 | -0.139 | 0.081 | -0.028 | 0.192 | 0.061 | -0.090 | -0.079 | -0.114 |
| Hematocrit (%) | -0.080 | -0.121 | 0.075 | 0.174 | 0.053 | -0.093 | 1.000 | 0.107 | 0.028 | 0.050 | -0.221 | 0.568 | 0.088 | -0.073 | 0.107 | -0.306 | 0.346 | 0.979 | 0.171 | 0.087 |
| Lymphocyte count (×10⁹/L) | -0.111 | 0.126 | 0.390 | 0.182 | 0.125 | -0.246 | 0.107 | 1.000 | 0.357 | 0.190 | 0.138 | 0.067 | 0.624 | -0.026 | 0.027 | -0.057 | -0.069 | 0.102 | 0.015 | 0.097 |
| Monocyte count (×10⁹/L) | -0.035 | 0.063 | 0.236 | -0.054 | 0.079 | 0.072 | 0.028 | 0.357 | 1.000 | 0.439 | 0.152 | 0.000 | 0.603 | 0.158 | 0.033 | 0.118 | -0.012 | 0.025 | 0.062 | 0.061 |
| Neutrophil count (×10⁹/L) | -0.106 | 0.055 | 0.183 | 0.164 | -0.035 | -0.077 | 0.050 | 0.190 | 0.439 | 1.000 | 0.255 | 0.000 | 0.837 | 0.104 | -0.034 | 0.121 | -0.067 | 0.051 | 0.011 | 0.016 |
| Platelet count (×10³/µL) | -0.055 | 0.095 | 0.151 | 0.065 | 0.002 | -0.061 | -0.221 | 0.138 | 0.152 | 0.255 | 1.000 | 0.174 | 0.258 | 0.025 | -0.086 | 0.161 | -0.162 | -0.227 | -0.089 | -0.010 |
| Sex | 0.142 | 0.363 | 0.000 | 0.072 | 0.037 | 0.052 | 0.568 | 0.067 | 0.000 | 0.000 | 0.174 | 1.000 | 0.017 | 0.000 | 0.036 | 0.301 | 0.586 | 0.567 | 0.197 | 0.159 |
| White blood cell count (×10³/µL) | -0.131 | 0.088 | 0.349 | 0.179 | 0.115 | -0.139 | 0.088 | 0.624 | 0.603 | 0.837 | 0.258 | 0.017 | 1.000 | 0.092 | -0.009 | 0.075 | -0.066 | 0.085 | 0.029 | 0.055 |
| body_temperature_celsius | 0.013 | 0.045 | 0.002 | -0.100 | -0.091 | 0.081 | -0.073 | -0.026 | 0.158 | 0.104 | 0.025 | 0.000 | 0.092 | 1.000 | -0.010 | 0.246 | -0.058 | -0.078 | -0.018 | 0.023 |
| diastolic_bp_mmHg | 0.314 | 0.200 | -0.005 | -0.005 | -0.043 | -0.028 | 0.107 | 0.027 | 0.033 | -0.034 | -0.086 | 0.036 | -0.009 | -0.010 | 1.000 | 0.017 | 0.126 | 0.114 | 0.712 | 0.275 |
| heart_rate_bpm | 0.034 | 0.120 | -0.030 | -0.206 | -0.098 | 0.192 | -0.306 | -0.057 | 0.118 | 0.121 | 0.161 | 0.301 | 0.075 | 0.246 | 0.017 | 1.000 | -0.161 | -0.302 | -0.104 | 0.029 |
| height_m | 0.103 | -0.360 | -0.015 | -0.081 | 0.051 | 0.061 | 0.346 | -0.069 | -0.012 | -0.067 | -0.162 | 0.586 | -0.066 | -0.058 | 0.126 | -0.161 | 1.000 | 0.341 | 0.211 | 0.228 |
| hemoglobin_g_dL | -0.072 | -0.111 | 0.066 | 0.170 | 0.052 | -0.090 | 0.979 | 0.102 | 0.025 | 0.051 | -0.227 | 0.567 | 0.085 | -0.078 | 0.114 | -0.302 | 0.341 | 1.000 | 0.177 | 0.096 |
| systolic_bp_mmHg | 0.277 | 0.132 | 0.010 | 0.006 | -0.012 | -0.079 | 0.171 | 0.015 | 0.062 | 0.011 | -0.089 | 0.197 | 0.029 | -0.018 | 0.712 | -0.104 | 0.211 | 0.177 | 1.000 | 0.261 |
| weight_kg | 0.231 | 0.800 | 0.003 | 0.051 | 0.032 | -0.114 | 0.087 | 0.097 | 0.061 | 0.016 | -0.010 | 0.159 | 0.055 | 0.023 | 0.275 | 0.029 | 0.228 | 0.096 | 0.261 | 1.000 |
Missing values
A simple visualization of nullity by column.
Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.
The correlation heatmap measures nullity correlation: how strongly the presence or absence of one variable affects the presence of another.
Sample
| anonymous_patient_id | Patient ID | study_source | primary_date | Age (at enrolment) | Sex | latitude | longitude | province | city | jhb_subregion | CD4 cell count (cells/µL) | HIV viral load (copies/mL) | HIV_status | Hematocrit (%) | White blood cell count (×10³/µL) | Platelet count (×10³/µL) | hemoglobin_g_dL | Lymphocyte count (×10⁹/L) | Neutrophil count (×10⁹/L) | Monocyte count (×10⁹/L) | Eosinophil count (×10⁹/L) | Basophil count (×10⁹/L) | BMI (kg/m²) | weight_kg | height_m | heart_rate_bpm | systolic_bp_mmHg | diastolic_bp_mmHg | body_temperature_celsius | cd4_correction_applied | final_comprehensive_fix_applied | waist_circ_unit_correction_applied | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 2162 | HEAT_39B060AAE05B | 01-0001 | JHB_Ezin_002 | 2017-01-17 | 30.0 | Male | -26.2041 | 28.0473 | Gauteng | Johannesburg | Central_JHB | 35.06 | 641.0 | Positive | 46.0 | 5.89 | 294.0 | 14.8 | 1.83 | 3.60 | 0.37 | 0.06 | 0.02 | 23.916239 | 66.7 | 1.67 | 61.0 | 133.0 | 82.0 | 36.7 | 0.0 | 1.0 | False |
| 2163 | HEAT_777FE353096E | 01-0002 | JHB_Ezin_002 | 2017-01-23 | 34.0 | Male | -26.2041 | 28.0473 | Gauteng | Johannesburg | Central_JHB | 28.02 | 3851.0 | Positive | 43.0 | 2.90 | 261.0 | 14.3 | 1.26 | 1.36 | 0.24 | 0.02 | 0.02 | 27.645308 | 77.1 | 1.67 | 60.0 | 130.0 | 84.0 | 36.1 | 0.0 | 1.0 | False |
| 2164 | HEAT_870B72D986FC | 01-0003 | JHB_Ezin_002 | 2017-01-19 | 44.0 | Male | -26.2041 | 28.0473 | Gauteng | Johannesburg | Central_JHB | 25.75 | 8961.0 | Positive | 50.0 | 4.50 | 216.0 | 16.6 | 2.07 | 1.79 | 0.45 | 0.10 | 0.09 | 23.836248 | 80.7 | 1.84 | 68.0 | 131.0 | 83.0 | 36.1 | 0.0 | 1.0 | False |
| 2165 | HEAT_322176AC6C5D | 01-0004 | JHB_Ezin_002 | 2017-01-19 | 25.0 | Female | -26.2041 | 28.0473 | Gauteng | Johannesburg | Central_JHB | 25.85 | 903.0 | Positive | 38.0 | 5.70 | 281.0 | 12.1 | 2.33 | 2.82 | 0.44 | 0.06 | 0.04 | 45.289256 | 123.3 | 1.65 | 74.0 | 119.0 | 67.0 | 36.4 | 0.0 | 1.0 | False |
| 2166 | HEAT_3CEA7B846173 | 01-0005 | JHB_Ezin_002 | 2017-01-24 | 20.0 | Female | -26.2041 | 28.0473 | Gauteng | Johannesburg | Central_JHB | 12.48 | 15081.0 | Positive | 37.0 | 5.55 | 188.0 | 12.0 | 1.97 | 1.77 | 0.42 | 1.35 | 0.03 | 28.664018 | 74.3 | 1.61 | 82.0 | 114.0 | 71.0 | 36.1 | 0.0 | 1.0 | False |
| 2167 | HEAT_58FF2F784CB2 | 01-0006 | JHB_Ezin_002 | 2017-01-30 | 33.0 | Female | -26.2041 | 28.0473 | Gauteng | Johannesburg | Central_JHB | 32.59 | 680.0 | Positive | 40.0 | 5.67 | 239.0 | 13.5 | 1.66 | 3.32 | 0.56 | 0.11 | 0.03 | 30.859375 | 79.0 | 1.60 | 81.0 | 138.0 | 84.0 | 36.2 | 0.0 | 1.0 | False |
| 2168 | HEAT_8933F8561DFE | 01-0007 | JHB_Ezin_002 | 2017-02-01 | 23.0 | Female | -26.2041 | 28.0473 | Gauteng | Johannesburg | Central_JHB | 41.45 | 12806.0 | Positive | 42.0 | 3.90 | 238.0 | 14.0 | 1.19 | 2.46 | 0.20 | 0.04 | 0.00 | 20.870053 | 52.1 | 1.58 | 86.0 | 96.0 | 67.0 | 37.0 | 0.0 | 1.0 | False |
| 2169 | HEAT_B98EA6B0A97C | 01-0008 | JHB_Ezin_002 | 2017-01-24 | 30.0 | Female | -26.2041 | 28.0473 | Gauteng | Johannesburg | Central_JHB | 8.81 | 179182.0 | Positive | 31.0 | 2.19 | 266.0 | 10.1 | 0.71 | 1.12 | 0.27 | 0.07 | 0.03 | 23.555556 | 53.0 | 1.50 | 81.0 | 103.0 | 58.0 | 36.8 | 0.0 | 1.0 | False |
| 2170 | HEAT_4F1746B9846F | 01-0009 | JHB_Ezin_002 | 2017-01-24 | 23.0 | Female | -26.2041 | 28.0473 | Gauteng | Johannesburg | Central_JHB | 25.40 | 10611.0 | Positive | 33.0 | 3.01 | 260.0 | 10.7 | 1.09 | 1.52 | 0.32 | 0.06 | 0.02 | 31.953125 | 81.8 | 1.60 | 63.0 | 106.0 | 78.0 | 36.1 | 0.0 | 1.0 | False |
| 2171 | HEAT_28F38F9E703F | 01-0010 | JHB_Ezin_002 | 2017-02-01 | 20.0 | Female | -26.2041 | 28.0473 | Gauteng | Johannesburg | Central_JHB | 17.89 | 443901.0 | Positive | 37.0 | 3.62 | 154.0 | 11.6 | 2.68 | 0.65 | 0.29 | 0.00 | 0.00 | 18.850387 | 50.7 | 1.64 | 81.0 | 108.0 | 61.0 | 36.1 | 0.0 | 1.0 | False |
| anonymous_patient_id | Patient ID | study_source | primary_date | Age (at enrolment) | Sex | latitude | longitude | province | city | jhb_subregion | CD4 cell count (cells/µL) | HIV viral load (copies/mL) | HIV_status | Hematocrit (%) | White blood cell count (×10³/µL) | Platelet count (×10³/µL) | hemoglobin_g_dL | Lymphocyte count (×10⁹/L) | Neutrophil count (×10⁹/L) | Monocyte count (×10⁹/L) | Eosinophil count (×10⁹/L) | Basophil count (×10⁹/L) | BMI (kg/m²) | weight_kg | height_m | heart_rate_bpm | systolic_bp_mmHg | diastolic_bp_mmHg | body_temperature_celsius | cd4_correction_applied | final_comprehensive_fix_applied | waist_circ_unit_correction_applied | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 3205 | HEAT_A874F2368631 | 03-0012 | JHB_Ezin_002 | 2017-05-17 | 18.0 | Female | -26.2041 | 28.0473 | Gauteng | Johannesburg | Central_JHB | 18.19 | 2461.0 | Positive | 41.0 | 4.95 | 249.0 | 13.9 | 2.62 | 1.93 | 0.32 | 0.03 | 0.05 | 31.092612 | 74.7 | 1.55 | 77.0 | 102.0 | 71.0 | 36.7 | 0.0 | 1.0 | False |
| 3206 | HEAT_03011F93A9A6 | 03-0015 | JHB_Ezin_002 | 2017-03-20 | 18.0 | Male | -26.2041 | 28.0473 | Gauteng | Johannesburg | Central_JHB | 2.67 | 77566.0 | Positive | 41.0 | 3.04 | 278.0 | 12.9 | 1.11 | 1.51 | 0.20 | 0.21 | 0.01 | 15.515143 | 45.9 | 1.72 | 72.0 | 99.0 | 64.0 | 36.3 | 0.0 | 1.0 | False |
| 3207 | HEAT_7114C2DCC587 | 03-0016 | JHB_Ezin_002 | 2017-08-04 | 15.0 | Male | -26.2041 | 28.0473 | Gauteng | Johannesburg | Central_JHB | 2.86 | 361889.0 | Positive | 38.0 | 6.29 | 216.0 | 12.6 | 2.74 | 2.91 | 0.48 | 0.11 | 0.05 | 17.998028 | 43.8 | 1.56 | 76.0 | 112.0 | 72.0 | 36.1 | 0.0 | 1.0 | False |
| 3208 | HEAT_834747041DAD | 03-0017 | JHB_Ezin_002 | 2017-09-13 | 18.0 | Male | -26.2041 | 28.0473 | Gauteng | Johannesburg | Central_JHB | 27.52 | 51443.0 | Positive | 49.0 | 4.42 | 312.0 | 16.4 | 1.26 | 2.61 | 0.52 | 0.02 | 0.02 | 20.408163 | 57.6 | 1.68 | 78.0 | 125.0 | 85.0 | 36.5 | 0.0 | 1.0 | False |
| 3209 | HEAT_379EC7DAAA20 | 03-0018 | JHB_Ezin_002 | 2017-09-20 | 18.0 | Female | -26.2041 | 28.0473 | Gauteng | Johannesburg | Central_JHB | 6.90 | 8022.0 | Positive | 39.0 | 5.81 | 384.0 | 13.0 | 2.78 | 2.23 | 0.38 | 0.39 | 0.03 | 29.658625 | 78.8 | 1.63 | 81.0 | 112.0 | 82.0 | 36.0 | 0.0 | 1.0 | False |
| 3210 | HEAT_5641CF725B86 | 03-0019 | JHB_Ezin_002 | 2017-10-02 | 18.0 | Male | -26.2041 | 28.0473 | Gauteng | Johannesburg | Central_JHB | 14.61 | 1295.0 | Positive | 45.0 | 8.31 | 193.0 | 14.7 | 2.39 | 5.24 | 0.63 | 0.02 | 0.03 | 20.451963 | 64.8 | 1.78 | 90.0 | 119.0 | 76.0 | 36.7 | 0.0 | 1.0 | False |
| 3211 | HEAT_68507A3C970D | 03-0020 | JHB_Ezin_002 | 2017-11-22 | 17.0 | Male | -26.2041 | 28.0473 | Gauteng | Johannesburg | Central_JHB | 18.43 | 7856.0 | Positive | 45.0 | 4.47 | 261.0 | 15.3 | 1.36 | 2.62 | 0.37 | 0.10 | 0.02 | 18.800472 | 58.9 | 1.77 | 79.0 | 135.0 | 83.0 | 36.3 | 0.0 | 1.0 | False |
| 3212 | HEAT_A817A9AFFE7B | 03-0021 | JHB_Ezin_002 | 2017-11-16 | 18.0 | Female | -26.2041 | 28.0473 | Gauteng | Johannesburg | Central_JHB | 34.91 | 26688.0 | Positive | 41.0 | 3.79 | 272.0 | 13.3 | 2.10 | 1.42 | 0.15 | 0.10 | 0.02 | 21.693141 | 60.5 | 1.67 | 58.0 | 114.0 | 68.0 | 36.4 | 0.0 | 1.0 | False |
| 3213 | HEAT_0463461C163A | 03-0022 | JHB_Ezin_002 | 2018-02-14 | 15.0 | Female | -26.2041 | 28.0473 | Gauteng | Johannesburg | Central_JHB | 0.63 | 170902.0 | Positive | 37.0 | 3.38 | 231.0 | 12.2 | 0.22 | 2.36 | 0.31 | 0.49 | 0.00 | 22.247230 | 51.4 | 1.52 | 76.0 | 97.0 | 62.0 | 36.6 | 0.0 | 1.0 | False |
| 3214 | HEAT_F27B40CADDBE | 03-0023 | JHB_Ezin_002 | 2018-05-04 | 18.0 | Female | -26.2041 | 28.0473 | Gauteng | Johannesburg | Central_JHB | 23.68 | 61862.0 | Positive | 37.0 | 4.84 | 344.0 | 11.7 | 2.16 | 2.19 | 0.41 | 0.07 | 0.02 | 24.728984 | 64.1 | 1.61 | 75.0 | 113.0 | 82.0 | 36.4 | 0.0 | 1.0 | False |